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In-situ process monitoring and adaptive quality enhancement in laser additive manufacturing: a critical review
Future directions are proposed, with an emphasis on multimodal sensor fusion for multiscale defect prediction and fault diagnosis, ultimately enabling self-adaptation in LAM processes.
Multimodal sensor fusion for real-time location-dependent defect detection in laser-directed energy deposition
Traditional in-situ monitoring approach utilizes a single sensor (i. e., acoustic, visual, or thermal sensor) to capture the complex process dynamic behaviors, which is insufficient for defect detection with high accuracy and robustness.
Multisensor fusion-based digital twin in additive manufacturing for in-situ quality monitoring and defect correction
Early detection and correction of defects are critical in additive manufacturing (AM) to avoid build failures.
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